{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example: Reconciling Expert Opinions\n",
    "\n",
    "This tutorial demonstrates how time dependent expert opinions can be reconciled in a Bayesian framework. We make use of the following effect handlers in order to modify model behavior:\n",
    "- [poutine.reparam](http://docs.pyro.ai/en/latest/poutine.html#pyro.poutine.handlers.reparam) for splitting observations to several random variables using the [SplitReparam](https://docs.pyro.ai/en/latest/infer.reparam.html#pyro.infer.reparam.split.SplitReparam) reparameterizer.\n",
    "- [poutine.condition](http://docs.pyro.ai/en/latest/poutine.html#pyro.poutine.handlers.condition) for assigning fixed values to random variables. \n",
    "- [poutine.equalize](http://docs.pyro.ai/en/latest/poutine.html#pyro.poutine.handlers.equalize) for forcing random variables to have the same values.\n",
    "\n",
    "## Summary\n",
    "- Effect handlers are useful in modifying model behavior, beyond the straightforward use of effect handlers in order to condition models on known observations. \n",
    "- Directly sampling from modified models is often not possible, and one should resort to inference methods such as SVI or MCMC in order to sample from models modified by effect handlers.\n",
    "- The above is true even if the models are not conditioned on known observations.\n",
    "\n",
    "\n",
    "## Some Preliminaries\n",
    "\n",
    "We can view a time dependent expert opinion $x_i$ as a random walk process developing over time step $i$ such that\n",
    "\n",
    "$$\n",
    "x_{i+1} = x_i + \\epsilon_i\n",
    "$$\n",
    "with the $x_i$ being the observations and the $\\epsilon_i$ being the innovations.\n",
    "\n",
    "We start with some imports and setup."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch, pyro, os\n",
    "\n",
    "import pyro.distributions as dist\n",
    "from pyro.nn import PyroModuleList, PyroModule, PyroSample\n",
    "from pyro.infer.reparam import SplitReparam\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "smoke_test = ('CI' in os.environ)  # for use in continuous integration testing\n",
    "num_samples = 4 if smoke_test else 1000\n",
    "num_svi_iter = 4 if smoke_test else 1001"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's define an expert model as a class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define the innovations to observations transform\n",
    "class CumSumTransform(dist.transforms.Transform):\n",
    "    domain = dist.constraints.independent(dist.constraints.real, 1)\n",
    "    codomain = dist.constraints.independent(dist.constraints.real, 1)\n",
    "    bijective = True\n",
    "\n",
    "    def log_abs_det_jacobian(self, x, y):\n",
    "        return x.new_zeros(x.shape[:(-1)])\n",
    "\n",
    "    def _call(self, x):\n",
    "        return x.cumsum(dim=-1)\n",
    "\n",
    "    def _inverse(self, x):\n",
    "        return torch.diff(x, prepend=x.new_zeros(x.shape[:-1] + (1,)))\n",
    "\n",
    "# The expert class defines the actual distributions of the innovations and observations\n",
    "class Expert(PyroModule):\n",
    "    def __init__(self, num_steps, scale, loc=torch.tensor(0.0)):\n",
    "        super().__init__()\n",
    "        self.scale = scale\n",
    "        self.loc = loc\n",
    "        self.num_steps = num_steps\n",
    "        self.obs = PyroSample(lambda self: dist.TransformedDistribution(self.innovations(), CumSumTransform()))\n",
    "\n",
    "    def innovations(self):\n",
    "        eps = dist.Normal(self.loc[..., None], self.scale[..., None])\n",
    "        return eps.expand(eps.batch_shape[:-1] + (self.num_steps,)).to_event(1)\n",
    "\n",
    "    def forward(self):\n",
    "        return self.obs\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can combine several experts into a single model class, along with Bayesian priors for the scale of the innovations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Model(PyroModule):\n",
    "    def __init__(self, num_experts, num_steps, scale_prior_dist=pyro.distributions.LogNormal(loc=0, scale=1)):\n",
    "        super().__init__()\n",
    "        self.experts = PyroModuleList([Expert(num_steps, PyroSample(scale_prior_dist)) for expert_num in range(num_experts)])\n",
    "    \n",
    "    def forward(self):\n",
    "        return torch.cat([expert()[..., None] for expert in self.experts], dim=-1)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "Now let's create a model with two experts and 50 time steps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_experts = 2\n",
    "num_steps = 50\n",
    "\n",
    "model = Model(num_experts, num_steps)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As the model is Bayesian it has priors for all of its parameters and we can sample from it right away, even without any conditioning on known observations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "seed = 42\n",
    "pyro.set_rng_seed(seed)\n",
    "pyro.clear_param_store()\n",
    "\n",
    "plt.figure()\n",
    "for i in range(4):\n",
    "    plt.subplot(2, 2, i + 1)\n",
    "    plt.plot(model().detach().numpy())\n",
    "    plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The two time series are independent and have different step variance. The model can be described by the directed graph shown below, where each node represents a random variable and the edges represent the dependencies between the random variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<!-- Generated by graphviz version 11.0.0 (20240428.1522)\n",
       " -->\n",
       "<!-- Pages: 1 -->\n",
       "<svg width=\"551pt\" height=\"151pt\"\n",
       " viewBox=\"0.00 0.00 550.91 151.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 147)\">\n",
       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-147 546.91,-147 546.91,4 -4,4\"/>\n",
       "<!-- experts.0.scale -->\n",
       "<g id=\"node1\" class=\"node\">\n",
       "<title>experts.0.scale</title>\n",
       "<ellipse fill=\"white\" stroke=\"black\" cx=\"65.53\" cy=\"-107.5\" rx=\"65.53\" ry=\"18\"/>\n",
       "<text text-anchor=\"middle\" x=\"65.53\" y=\"-102.08\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">experts.0.scale</text>\n",
       "</g>\n",
       "<!-- experts.0.obs -->\n",
       "<g id=\"node2\" class=\"node\">\n",
       "<title>experts.0.obs</title>\n",
       "<ellipse fill=\"white\" stroke=\"black\" cx=\"65.53\" cy=\"-18\" rx=\"61.04\" ry=\"18\"/>\n",
       "<text text-anchor=\"middle\" x=\"65.53\" y=\"-12.57\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">experts.0.obs</text>\n",
       "</g>\n",
       "<!-- experts.0.scale&#45;&gt;experts.0.obs -->\n",
       "<g id=\"edge1\" class=\"edge\">\n",
       "<title>experts.0.scale&#45;&gt;experts.0.obs</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M65.53,-89.21C65.53,-77.35 65.53,-61.32 65.53,-47.58\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"69.03,-47.76 65.53,-37.76 62.03,-47.76 69.03,-47.76\"/>\n",
       "</g>\n",
       "<!-- experts.1.scale -->\n",
       "<g id=\"node3\" class=\"node\">\n",
       "<title>experts.1.scale</title>\n",
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       "<text text-anchor=\"middle\" x=\"214.53\" y=\"-102.08\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">experts.1.scale</text>\n",
       "</g>\n",
       "<!-- experts.1.obs -->\n",
       "<g id=\"node4\" class=\"node\">\n",
       "<title>experts.1.obs</title>\n",
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       "<text text-anchor=\"middle\" x=\"214.53\" y=\"-12.57\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">experts.1.obs</text>\n",
       "</g>\n",
       "<!-- experts.1.scale&#45;&gt;experts.1.obs -->\n",
       "<g id=\"edge2\" class=\"edge\">\n",
       "<title>experts.1.scale&#45;&gt;experts.1.obs</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M214.53,-89.21C214.53,-77.35 214.53,-61.32 214.53,-47.58\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"218.03,-47.76 214.53,-37.76 211.03,-47.76 218.03,-47.76\"/>\n",
       "</g>\n",
       "<!-- distribution_description_node -->\n",
       "<g id=\"node5\" class=\"node\">\n",
       "<title>distribution_description_node</title>\n",
       "<text text-anchor=\"start\" x=\"306.16\" y=\"-125.7\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">experts.0.scale ~ LogNormal</text>\n",
       "<text text-anchor=\"start\" x=\"306.16\" y=\"-109.95\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">experts.0.obs ~ TransformedDistribution</text>\n",
       "<text text-anchor=\"start\" x=\"306.16\" y=\"-94.2\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">experts.1.scale ~ LogNormal</text>\n",
       "<text text-anchor=\"start\" x=\"306.16\" y=\"-78.45\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">experts.1.obs ~ TransformedDistribution</text>\n",
       "</g>\n",
       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<graphviz.graphs.Digraph at 0x2417c3f7a10>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pyro.render_model(model, render_distributions=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The directed graph describes the model's probability function which assigns a probability to each outcome of the model.\n",
    "\n",
    "$$\n",
    "P_M \\left( x_i^{(j)}, \\epsilon_i^{(j)} \\right)\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prior Knowledge and Model Conditioning\n",
    "\n",
    "Model conditioning allows us to incorporate prior knowledge into the model, altering its predictions to reflect the effect of the prior knowledge.\n",
    "\n",
    "We mark the conditionining of the model by\n",
    "\n",
    "$$\n",
    "P_M \\left( x_i^{(j)}, \\epsilon_i^{(j)} | \\text{condition} \\right) =\n",
    "\\frac{ P_M \\left( x_i^{(j)}, \\epsilon_i^{(j)}, \\text{condition} \\right) }{ P_M \\left( \\text{condition} \\right) }\n",
    "$$\n",
    "\n",
    "which is usually difficult to calculate and sample from. Note that index $i$ marks the time step and index $j$ marks the time series (expert).\n",
    "\n",
    "A very simple form of model conditioning can be setting the last observation of both time series to zero, as described in the conditioned model defined below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Split the last observation time step from previous time steps\n",
    "reparams = dict()\n",
    "for expert_num in range(num_experts):\n",
    "    # The arguments to SplitReparam are, a list of section lengths,\n",
    "    # and the dimension over which to split the random variable into those sections.\n",
    "    reparams[f'experts.{expert_num}.obs'] = SplitReparam([num_steps - 1, 1], -1)\n",
    "split_reparam_model = pyro.poutine.reparam(model, config=reparams)\n",
    "\n",
    "# Set the last observation time step to zero\n",
    "zero_ultimate_model = pyro.poutine.condition(split_reparam_model, data={f\"experts.{n}.obs_split_1\":\n",
    "                                                                        torch.zeros(1)\n",
    "                                                                        for n in range(num_experts)})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now comes the tricky part, we need a way to sample from the conditioned model. The method we choose is called Stochastic Variational Inference (SVI) but other methods like Markov Chain Monte Carlo (MCMC) will also do. SVI creates a guide which approximates the distribution of samples from the conditioned model. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iteration 0 loss = 189.6769256591797\n",
      "iteration 100 loss = 37.504974365234375\n",
      "iteration 200 loss = 20.005374908447266\n",
      "iteration 300 loss = 18.326749801635742\n",
      "iteration 400 loss = 16.923477172851562\n",
      "iteration 500 loss = 16.572237014770508\n",
      "iteration 600 loss = 16.390729904174805\n",
      "iteration 700 loss = 14.698869705200195\n",
      "iteration 800 loss = 15.261019706726074\n",
      "iteration 900 loss = 14.944127082824707\n",
      "iteration 1000 loss = 14.985832214355469\n"
     ]
    }
   ],
   "source": [
    "def fit(model, *args, **kwargs):\n",
    "    guide = pyro.infer.autoguide.guides.AutoMultivariateNormal(model)\n",
    "    optimizer = pyro.optim.Adam(dict(lr=0.01))\n",
    "    loss = pyro.infer.JitTrace_ELBO(num_particles=20, vectorize_particles=True, ignore_jit_warnings=True)\n",
    "    svi = pyro.infer.SVI(model, guide, optimizer, loss)\n",
    "    for count in range(num_svi_iter):\n",
    "        loss = svi.step(*args, **kwargs)\n",
    "        if count % 100 == 0:\n",
    "            print(f\"iteration {count} loss = {loss}\")\n",
    "    return guide\n",
    "\n",
    "pyro.set_rng_seed(seed)\n",
    "pyro.clear_param_store()\n",
    "\n",
    "guide = fit(zero_ultimate_model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now sample from the conditioned model and guide, in order to show how the conditioned model behaves."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sampler = pyro.infer.Predictive(zero_ultimate_model, guide=guide,\n",
    "                                num_samples=num_samples, parallel=True, return_sites=('_RETURN',))\n",
    "samples = sampler()['_RETURN']\n",
    "\n",
    "plt.figure()\n",
    "for i in range(4):\n",
    "    plt.subplot(2, 2, i + 1)\n",
    "    plt.plot(samples[i].detach().numpy())\n",
    "    plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A more interesting conditioned model is one where both time series must converge to the same value, but not necessarily zero. This is how a panel of experts would behave, where ongoing predictions of an ultimate value, by all experts, must eventually converge to the same value.\n",
    "\n",
    "The model that describes such a condition is described below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "same_ultimate_model = pyro.poutine.equalize(split_reparam_model, r\"experts\\.[0-9]+\\.obs_split_1\", keep_dist=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sampling from this model requires creating a new guide."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iteration 0 loss = 187.51556396484375\n",
      "iteration 100 loss = 36.83899688720703\n",
      "iteration 200 loss = 19.414623260498047\n",
      "iteration 300 loss = 16.364402770996094\n",
      "iteration 400 loss = 15.203102111816406\n",
      "iteration 500 loss = 15.109318733215332\n",
      "iteration 600 loss = 15.28489875793457\n",
      "iteration 700 loss = 14.779726028442383\n",
      "iteration 800 loss = 15.220026016235352\n",
      "iteration 900 loss = 13.708727836608887\n",
      "iteration 1000 loss = 14.914263725280762\n"
     ]
    }
   ],
   "source": [
    "pyro.set_rng_seed(seed)\n",
    "pyro.clear_param_store()\n",
    "\n",
    "guide = fit(same_ultimate_model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Equipeed with the new guide we can now sample from the same ultimate value model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sampler = pyro.infer.Predictive(same_ultimate_model, guide=guide,\n",
    "                                num_samples=num_samples, parallel=True, return_sites=('_RETURN',))\n",
    "samples = sampler()['_RETURN']\n",
    "\n",
    "plt.figure()\n",
    "for i in range(4):\n",
    "    plt.subplot(2, 2, i + 1)\n",
    "    plt.plot(samples[i].detach().numpy())\n",
    "    plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The model exhibits the correct behavior with ultimate values of both time series converging to the same value."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Adding Observations\n",
    "\n",
    "Lastly, we would like to be able to take into account actual observations when working with the same ultimate model. This  completes the Bayesian framework which incorporates our:\n",
    "- Model.\n",
    "- Prior knowledge.\n",
    "- Observations.\n",
    "\n",
    "In order to do that we need to modify the same ultimate model so that we can observe some of the first samples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_observed = int(num_steps / 2)\n",
    "\n",
    "# Split the observations into three parts where the first part will be conditioned by our observations\n",
    "reparams = dict()\n",
    "for expert_num in range(num_experts):\n",
    "    reparams[f'experts.{expert_num}.obs'] = SplitReparam([num_observed, num_steps - num_observed - 1, 1], -1)\n",
    "split_reparam_model = pyro.poutine.reparam(model, config=reparams)\n",
    "\n",
    "# Ensure experts agree on last observation\n",
    "same_ultimate_model = pyro.poutine.equalize(split_reparam_model, r\"experts\\.[0-9]+\\.obs_split_2\", keep_dist=True)\n",
    "\n",
    "# Condition by our observations\n",
    "observations = samples[0][..., range(num_observed), :]\n",
    "conditioned_same_ultimate_model = pyro.poutine.condition(same_ultimate_model, data={f\"experts.{n}.obs_split_0\":\n",
    "                                                                                    observations[..., n]\n",
    "                                                                                    for n in range(num_experts)})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now fit the model to the first half of the samples generated in the first sub-plot of the previous graph, by creating a new guide that enables sampling from the model combining both prior knowledge and actual observations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iteration 0 loss = 147.98159790039062\n",
      "iteration 100 loss = 40.59894561767578\n",
      "iteration 200 loss = 28.505329132080078\n",
      "iteration 300 loss = 26.82405662536621\n",
      "iteration 400 loss = 27.98712730407715\n",
      "iteration 500 loss = 27.576807022094727\n",
      "iteration 600 loss = 27.878671646118164\n",
      "iteration 700 loss = 27.198638916015625\n",
      "iteration 800 loss = 26.90561294555664\n",
      "iteration 900 loss = 27.4914493560791\n",
      "iteration 1000 loss = 26.847055435180664\n"
     ]
    }
   ],
   "source": [
    "pyro.set_rng_seed(seed)\n",
    "pyro.clear_param_store()\n",
    "\n",
    "guide = fit(conditioned_same_ultimate_model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now sample from the newly created guide."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "new_sampler = pyro.infer.Predictive(conditioned_same_ultimate_model, guide=guide,\n",
    "                                    num_samples=num_samples, parallel=True, return_sites=('_RETURN',))\n",
    "new_samples = new_sampler()['_RETURN']\n",
    "\n",
    "plt.figure()\n",
    "for i in range(4):\n",
    "    plt.subplot(2, 2, i + 1)\n",
    "    plt.plot(new_samples[i].detach().numpy())\n",
    "    plt.ylim([-2, 2])\n",
    "    plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that all samples are comprised of the same first half of observed samples, while still maintaining the same end value for both time series (our prior knowledge).\n",
    "\n",
    "Overlayling many samples over each other we see that both time series (experts) tend towards each other in order to ensure agreement is achieved at the last samples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "for i in range(new_samples.shape[0]):\n",
    "    plt.plot(new_samples[i, ..., 0].detach().numpy(), alpha=0.05, color='blue')\n",
    "    plt.plot(new_samples[i, ..., 1].detach().numpy(), alpha=0.05, color='orange')\n",
    "plt.grid()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
